Overview
Brought to you by YData
Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 19919 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.0 MiB |
| Average record size in memory | 105.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
| Boolean | 29 |
joined_through_referral_No is highly overall correlated with joined_through_referral_Yes | High correlation |
joined_through_referral_Yes is highly overall correlated with joined_through_referral_No | High correlation |
medium_of_operation_Desktop is highly overall correlated with medium_of_operation_Smartphone | High correlation |
medium_of_operation_Smartphone is highly overall correlated with medium_of_operation_Desktop | High correlation |
offer_application_preference_Yes is highly overall correlated with used_special_discount_Yes | High correlation |
preferred_offer_types_Gift Vouchers/Coupons is highly overall correlated with preferred_offer_types_Without Offers | High correlation |
preferred_offer_types_Without Offers is highly overall correlated with preferred_offer_types_Gift Vouchers/Coupons | High correlation |
used_special_discount_Yes is highly overall correlated with offer_application_preference_Yes | High correlation |
gender_Unknown is highly imbalanced (98.1%) | Imbalance |
medium_of_operation_Both is highly imbalanced (51.6%) | Imbalance |
feedback_Products always in Stock is highly imbalanced (76.2%) | Imbalance |
feedback_Quality Customer Care is highly imbalanced (76.7%) | Imbalance |
feedback_Reasonable Price is highly imbalanced (76.0%) | Imbalance |
feedback_User Friendly Website is highly imbalanced (78.3%) | Imbalance |
last_visit_time_hour has 846 (4.2%) zeros | Zeros |
last_visit_time_minutes has 361 (1.8%) zeros | Zeros |
last_visit_time_seconds has 332 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-01 08:17:48.589500 |
|---|---|
| Analysis finished | 2025-03-01 08:18:06.084324 |
| Duration | 17.49 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.884432 |
| Minimum | 10 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 23 |
| median | 37 |
| Q3 | 51 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 54 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 15.917311 |
|---|---|
| Coefficient of variation (CV) | 0.4315455 |
| Kurtosis | -1.2076972 |
| Mean | 36.884432 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.0087148231 |
| Sum | 734701 |
| Variance | 253.36078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 396 | 2.0% |
| 47 | 396 | 2.0% |
| 34 | 393 | 2.0% |
| 17 | 386 | 1.9% |
| 13 | 385 | 1.9% |
| 27 | 383 | 1.9% |
| 41 | 383 | 1.9% |
| 25 | 379 | 1.9% |
| 39 | 379 | 1.9% |
| 23 | 379 | 1.9% |
| Other values (45) | 16060 |
| Value | Count | Frequency (%) |
| 10 | 357 | |
| 11 | 378 | |
| 12 | 357 | |
| 13 | 385 | |
| 14 | 358 | |
| 15 | 378 | |
| 16 | 364 | |
| 17 | 386 | |
| 18 | 371 | |
| 19 | 374 |
| Value | Count | Frequency (%) |
| 64 | 361 | |
| 63 | 377 | |
| 62 | 346 | |
| 61 | 370 | |
| 60 | 359 | |
| 59 | 340 | |
| 58 | 396 | |
| 57 | 358 | |
| 56 | 332 | |
| 55 | 359 |
days_since_last_login
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -39.216527 |
| Minimum | -999 |
|---|---|
| Maximum | 26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1022 |
| Negative (%) | 5.1% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 8 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 22 |
| Maximum | 26 |
| Range | 1025 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 223.27442 |
|---|---|
| Coefficient of variation (CV) | -5.6933757 |
| Kurtosis | 14.528121 |
| Mean | -39.216527 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -4.0638369 |
| Sum | -781154 |
| Variance | 49851.467 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 1298 | 6.5% |
| 12 | 1290 | 6.5% |
| 13 | 1278 | 6.4% |
| 11 | 1274 | 6.4% |
| 15 | 1241 | 6.2% |
| 10 | 1177 | 5.9% |
| 16 | 1084 | 5.4% |
| 9 | 1031 | 5.2% |
| -999 | 1022 | 5.1% |
| 8 | 914 | 4.6% |
| Other values (17) | 8310 |
| Value | Count | Frequency (%) |
| -999 | 1022 | |
| 1 | 177 | 0.9% |
| 2 | 343 | 1.7% |
| 3 | 404 | 2.0% |
| 4 | 534 | |
| 5 | 632 | |
| 6 | 686 | |
| 7 | 803 | |
| 8 | 914 | |
| 9 | 1031 |
| Value | Count | Frequency (%) |
| 26 | 42 | 0.2% |
| 25 | 122 | 0.6% |
| 24 | 252 | 1.3% |
| 23 | 373 | |
| 22 | 449 | |
| 21 | 520 | |
| 20 | 622 | |
| 19 | 685 | |
| 18 | 772 | |
| 17 | 894 |
avg_time_spent
Real number (ℝ)
| Distinct | 15703 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 244.13493 |
| Minimum | -2180.7808 |
|---|---|
| Maximum | 3350.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 931 |
| Negative (%) | 4.7% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | -2180.7808 |
|---|---|
| 5-th percentile | 30.13 |
| Q1 | 59.36 |
| median | 161.24 |
| Q3 | 354.195 |
| 95-th percentile | 1045.8049 |
| Maximum | 3350.06 |
| Range | 5530.8408 |
| Interquartile range (IQR) | 294.835 |
Descriptive statistics
| Standard deviation | 403.91081 |
|---|---|
| Coefficient of variation (CV) | 1.6544573 |
| Kurtosis | 5.3563369 |
| Mean | 244.13493 |
| Median Absolute Deviation (MAD) | 122.75 |
| Skewness | 0.6757712 |
| Sum | 4862923.6 |
| Variance | 163143.94 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.41 | 13 | 0.1% |
| 33.38 | 11 | 0.1% |
| 31.33 | 11 | 0.1% |
| 31.37 | 11 | 0.1% |
| 34.23 | 11 | 0.1% |
| 32.36 | 10 | 0.1% |
| 31.74 | 10 | 0.1% |
| 34.73 | 10 | 0.1% |
| 30.3 | 10 | 0.1% |
| 30.28 | 10 | 0.1% |
| Other values (15693) | 19812 |
| Value | Count | Frequency (%) |
| -2180.780796 | 1 | |
| -2069.765095 | 1 | |
| -2041.955137 | 1 | |
| -2020.211586 | 1 | |
| -1865.148353 | 1 | |
| -1863.380252 | 1 | |
| -1846.976159 | 1 | |
| -1838.166358 | 1 | |
| -1826.229187 | 1 | |
| -1747.660522 | 1 |
| Value | Count | Frequency (%) |
| 3350.06 | 1 | |
| 3218.15 | 1 | |
| 3005.45 | 1 | |
| 2830.522122 | 1 | |
| 2821.700394 | 1 | |
| 2816.81 | 1 | |
| 2732.248684 | 1 | |
| 2727.32266 | 1 | |
| 2661.74 | 1 | |
| 2584.97 | 1 |
avg_transaction_value
Real number (ℝ)
| Distinct | 19883 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29318.122 |
| Minimum | 803.71 |
|---|---|
| Maximum | 99995.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | 803.71 |
|---|---|
| 5-th percentile | 3406.184 |
| Q1 | 14236.2 |
| median | 27564.05 |
| Q3 | 40969.4 |
| 95-th percentile | 67783.568 |
| Maximum | 99995.03 |
| Range | 99191.32 |
| Interquartile range (IQR) | 26733.2 |
Descriptive statistics
| Standard deviation | 19507.775 |
|---|---|
| Coefficient of variation (CV) | 0.66538284 |
| Kurtosis | 1.4300573 |
| Mean | 29318.122 |
| Median Absolute Deviation (MAD) | 13373.84 |
| Skewness | 1.0073729 |
| Sum | 5.8398768 × 108 |
| Variance | 3.805533 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30549.39 | 2 | < 0.1% |
| 29126.49 | 2 | < 0.1% |
| 30466.15 | 2 | < 0.1% |
| 25675.32 | 2 | < 0.1% |
| 35273.37 | 2 | < 0.1% |
| 7446.19 | 2 | < 0.1% |
| 31237.68 | 2 | < 0.1% |
| 19954.77 | 2 | < 0.1% |
| 19753.04 | 2 | < 0.1% |
| 13897.26 | 2 | < 0.1% |
| Other values (19873) | 19899 |
| Value | Count | Frequency (%) |
| 803.71 | 1 | |
| 807.4 | 1 | |
| 808.8 | 1 | |
| 813.22 | 1 | |
| 818.2 | 1 | |
| 820.55 | 1 | |
| 823.83 | 1 | |
| 824.36 | 1 | |
| 824.96 | 1 | |
| 828.2 | 1 |
| Value | Count | Frequency (%) |
| 99995.03 | 1 | |
| 99926.55 | 1 | |
| 99920.48 | 1 | |
| 99868.18 | 1 | |
| 99853.72 | 1 | |
| 99839.14 | 1 | |
| 99832.04 | 1 | |
| 99825.11 | 1 | |
| 99761.63 | 1 | |
| 99704.14 | 1 |
points_in_wallet
Real number (ℝ)
| Distinct | 14582 |
|---|---|
| Distinct (%) | 73.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 685.96879 |
| Minimum | -465.28998 |
|---|---|
| Maximum | 2019.6716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 61 |
| Negative (%) | 0.3% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | -465.28998 |
|---|---|
| 5-th percentile | 345.47204 |
| Q1 | 624.48 |
| median | 685.96879 |
| Q3 | 757.855 |
| 95-th percentile | 1018.9025 |
| Maximum | 2019.6716 |
| Range | 2484.9616 |
| Interquartile range (IQR) | 133.375 |
Descriptive statistics
| Standard deviation | 182.4387 |
|---|---|
| Coefficient of variation (CV) | 0.26595772 |
| Kurtosis | 4.8499807 |
| Mean | 685.96879 |
| Median Absolute Deviation (MAD) | 66.971206 |
| Skewness | -0.10054995 |
| Sum | 13663812 |
| Variance | 33283.878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 685.9687938 | 1963 | 9.9% |
| 623.92 | 6 | < 0.1% |
| 714.22 | 5 | < 0.1% |
| 770.5 | 5 | < 0.1% |
| 741.42 | 5 | < 0.1% |
| 685.8 | 5 | < 0.1% |
| 762.37 | 5 | < 0.1% |
| 724.29 | 5 | < 0.1% |
| 748.36 | 5 | < 0.1% |
| 710.88 | 5 | < 0.1% |
| Other values (14572) | 17910 |
| Value | Count | Frequency (%) |
| -465.2899767 | 1 | |
| -405.6977897 | 1 | |
| -391.9431597 | 1 | |
| -363.1999639 | 1 | |
| -360.1803683 | 1 | |
| -333.2670158 | 1 | |
| -324.9092899 | 1 | |
| -317.4617767 | 1 | |
| -308.7707942 | 1 | |
| -304.5787684 | 1 |
| Value | Count | Frequency (%) |
| 2019.671602 | 1 | |
| 1830.79742 | 1 | |
| 1783.307652 | 1 | |
| 1736.522643 | 1 | |
| 1730.549571 | 1 | |
| 1728.724436 | 1 | |
| 1696.381767 | 1 | |
| 1681.102378 | 1 | |
| 1634.86111 | 1 | |
| 1634.367256 | 1 |
joining_day
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.644761 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.7887319 |
|---|---|
| Coefficient of variation (CV) | 0.56176836 |
| Kurtosis | -1.1924375 |
| Mean | 15.644761 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.019423615 |
| Sum | 311628 |
| Variance | 77.241808 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 724 | 3.6% |
| 9 | 697 | 3.5% |
| 23 | 696 | 3.5% |
| 16 | 683 | 3.4% |
| 18 | 677 | 3.4% |
| 20 | 675 | 3.4% |
| 6 | 668 | 3.4% |
| 22 | 668 | 3.4% |
| 10 | 667 | 3.3% |
| 8 | 666 | 3.3% |
| Other values (21) | 13098 |
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 662 | |
| 3 | 625 | |
| 4 | 724 | |
| 5 | 631 | |
| 6 | 668 | |
| 7 | 649 | |
| 8 | 666 | |
| 9 | 697 | |
| 10 | 667 |
| Value | Count | Frequency (%) |
| 31 | 380 | |
| 30 | 576 | |
| 29 | 616 | |
| 28 | 656 | |
| 27 | 647 | |
| 26 | 614 | |
| 25 | 624 | |
| 24 | 621 | |
| 23 | 696 | |
| 22 | 668 |
joining_month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.504945 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4432795 |
|---|---|
| Coefficient of variation (CV) | 0.5293326 |
| Kurtosis | -1.209962 |
| Mean | 6.504945 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.0006436224 |
| Sum | 129572 |
| Variance | 11.856173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1743 | |
| 11 | 1716 | |
| 3 | 1706 | |
| 7 | 1692 | |
| 10 | 1679 | |
| 1 | 1677 | |
| 8 | 1670 | |
| 4 | 1655 | |
| 6 | 1632 | |
| 12 | 1625 | |
| Other values (2) | 3124 |
| Value | Count | Frequency (%) |
| 1 | 1677 | |
| 2 | 1548 | |
| 3 | 1706 | |
| 4 | 1655 | |
| 5 | 1743 | |
| 6 | 1632 | |
| 7 | 1692 | |
| 8 | 1670 | |
| 9 | 1576 | |
| 10 | 1679 |
| Value | Count | Frequency (%) |
| 12 | 1625 | |
| 11 | 1716 | |
| 10 | 1679 | |
| 9 | 1576 | |
| 8 | 1670 | |
| 7 | 1692 | |
| 6 | 1632 | |
| 5 | 1743 | |
| 4 | 1655 | |
| 3 | 1706 |
joining_year
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 155.7 KiB |
| 2015 | |
|---|---|
| 2017 | |
| 2016 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2015 |
|---|---|
| 2nd row | 2016 |
| 3rd row | 2017 |
| 4th row | 2017 |
| 5th row | 2015 |
Common Values
| Value | Count | Frequency (%) |
| 2015 | 6659 | |
| 2017 | 6639 | |
| 2016 | 6621 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2015 | 6659 | |
| 2017 | 6639 | |
| 2016 | 6621 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 19919 | |
| 0 | 19919 | |
| 1 | 19919 | |
| 5 | 6659 | 8.4% |
| 7 | 6639 | 8.3% |
| 6 | 6621 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79676 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 19919 | |
| 0 | 19919 | |
| 1 | 19919 | |
| 5 | 6659 | 8.4% |
| 7 | 6639 | 8.3% |
| 6 | 6621 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 79676 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 19919 | |
| 0 | 19919 | |
| 1 | 19919 | |
| 5 | 6659 | 8.4% |
| 7 | 6639 | 8.3% |
| 6 | 6621 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79676 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 19919 | |
| 0 | 19919 | |
| 1 | 19919 | |
| 5 | 6659 | 8.4% |
| 7 | 6639 | 8.3% |
| 6 | 6621 | 8.3% |
last_visit_time_hour
Real number (ℝ)
Zeros 
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.545108 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 846 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.9028053 |
|---|---|
| Coefficient of variation (CV) | 0.59789874 |
| Kurtosis | -1.1926469 |
| Mean | 11.545108 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.0092336845 |
| Sum | 229967 |
| Variance | 47.648721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 878 | 4.4% |
| 10 | 870 | 4.4% |
| 12 | 866 | 4.3% |
| 19 | 855 | 4.3% |
| 20 | 846 | 4.2% |
| 0 | 846 | 4.2% |
| 14 | 845 | 4.2% |
| 6 | 839 | 4.2% |
| 11 | 838 | 4.2% |
| 23 | 838 | 4.2% |
| Other values (14) | 11398 |
| Value | Count | Frequency (%) |
| 0 | 846 | |
| 1 | 815 | |
| 2 | 781 | |
| 3 | 811 | |
| 4 | 812 | |
| 5 | 811 | |
| 6 | 839 | |
| 7 | 833 | |
| 8 | 835 | |
| 9 | 821 |
| Value | Count | Frequency (%) |
| 23 | 838 | |
| 22 | 814 | |
| 21 | 822 | |
| 20 | 846 | |
| 19 | 855 | |
| 18 | 878 | |
| 17 | 779 | |
| 16 | 814 | |
| 15 | 825 | |
| 14 | 845 |
last_visit_time_minutes
Real number (ℝ)
Zeros 
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.593554 |
| Minimum | 0 |
|---|---|
| Maximum | 59 |
| Zeros | 361 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 14 |
| median | 30 |
| Q3 | 45 |
| 95-th percentile | 57 |
| Maximum | 59 |
| Range | 59 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 17.379637 |
|---|---|
| Coefficient of variation (CV) | 0.58727779 |
| Kurtosis | -1.2049265 |
| Mean | 29.593554 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.0077189747 |
| Sum | 589474 |
| Variance | 302.05178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 374 | 1.9% |
| 8 | 373 | 1.9% |
| 0 | 361 | 1.8% |
| 59 | 361 | 1.8% |
| 33 | 356 | 1.8% |
| 54 | 355 | 1.8% |
| 13 | 355 | 1.8% |
| 58 | 354 | 1.8% |
| 48 | 353 | 1.8% |
| 30 | 349 | 1.8% |
| Other values (50) | 16328 |
| Value | Count | Frequency (%) |
| 0 | 361 | |
| 1 | 300 | |
| 2 | 321 | |
| 3 | 349 | |
| 4 | 336 | |
| 5 | 345 | |
| 6 | 296 | |
| 7 | 339 | |
| 8 | 373 | |
| 9 | 314 |
| Value | Count | Frequency (%) |
| 59 | 361 | |
| 58 | 354 | |
| 57 | 336 | |
| 56 | 310 | |
| 55 | 316 | |
| 54 | 355 | |
| 53 | 334 | |
| 52 | 328 | |
| 51 | 330 | |
| 50 | 315 |
last_visit_time_seconds
Real number (ℝ)
Zeros 
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.522516 |
| Minimum | 0 |
|---|---|
| Maximum | 59 |
| Zeros | 332 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 155.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 29 |
| Q3 | 44 |
| 95-th percentile | 57 |
| Maximum | 59 |
| Range | 59 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 17.304787 |
|---|---|
| Coefficient of variation (CV) | 0.58615556 |
| Kurtosis | -1.1944503 |
| Mean | 29.522516 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.001422494 |
| Sum | 588059 |
| Variance | 299.45565 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 57 | 377 | 1.9% |
| 25 | 364 | 1.8% |
| 23 | 361 | 1.8% |
| 30 | 359 | 1.8% |
| 29 | 356 | 1.8% |
| 34 | 355 | 1.8% |
| 52 | 354 | 1.8% |
| 19 | 352 | 1.8% |
| 3 | 351 | 1.8% |
| 20 | 351 | 1.8% |
| Other values (50) | 16339 |
| Value | Count | Frequency (%) |
| 0 | 332 | |
| 1 | 337 | |
| 2 | 333 | |
| 3 | 351 | |
| 4 | 305 | |
| 5 | 339 | |
| 6 | 307 | |
| 7 | 340 | |
| 8 | 301 | |
| 9 | 324 |
| Value | Count | Frequency (%) |
| 59 | 323 | |
| 58 | 328 | |
| 57 | 377 | |
| 56 | 326 | |
| 55 | 337 | |
| 54 | 312 | |
| 53 | 334 | |
| 52 | 354 | |
| 51 | 324 | |
| 50 | 298 |
| Value | Count | Frequency (%) |
| False | 10008 | |
| True | 9911 |
gender_Unknown
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True | 36 |
| Value | Count | Frequency (%) |
| False | 19883 | |
| True | 36 | 0.2% |
region_category_Town
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 10583 | |
| False | 9336 |
region_category_Village
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 17375 | |
| True | 2544 | 12.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16169 | |
| True | 3750 | 18.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 15796 | |
| True | 4123 | 20.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 17521 | |
| True | 2398 | 12.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 17554 | |
| True | 2365 | 11.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16720 | |
| True | 3199 | 16.1% |
joined_through_referral_No
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 11615 | |
| True | 8304 |
joined_through_referral_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 11302 | |
| True | 8617 |
preferred_offer_types_Gift Vouchers/Coupons
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 13424 | |
| True | 6495 |
preferred_offer_types_Without Offers
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 13097 | |
| True | 6822 |
medium_of_operation_Both
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 17832 | |
| True | 2087 | 10.5% |
medium_of_operation_Desktop
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 12456 | |
| True | 7463 |
medium_of_operation_Smartphone
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 12514 | |
| True | 7405 |
internet_option_Mobile_Data
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 13346 | |
| True | 6573 |
internet_option_Wi-Fi
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 13320 | |
| True | 6599 |
used_special_discount_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 10962 | |
| False | 8957 |
offer_application_preference_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 10945 | |
| False | 8974 |
past_complaint_Yes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 9969 | |
| False | 9950 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16509 | |
| True | 3410 | 17.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16545 | |
| True | 3374 | 16.9% |
feedback_Poor Website
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16618 | |
| True | 3301 | 16.6% |
feedback_Products always in Stock
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True | 778 |
| Value | Count | Frequency (%) |
| False | 19141 | |
| True | 778 | 3.9% |
feedback_Quality Customer Care
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True | 755 |
| Value | Count | Frequency (%) |
| False | 19164 | |
| True | 755 | 3.8% |
feedback_Reasonable Price
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True | 788 |
| Value | Count | Frequency (%) |
| False | 19131 | |
| True | 788 | 4.0% |
feedback_Too many ads
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 16518 | |
| True | 3401 | 17.1% |
feedback_User Friendly Website
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| False | |
|---|---|
| True | 689 |
| Value | Count | Frequency (%) |
| False | 19230 | |
| True | 689 | 3.5% |
Interactions
Correlations
| age | avg_time_spent | avg_transaction_value | days_since_last_login | feedback_Poor Customer Service | feedback_Poor Product Quality | feedback_Poor Website | feedback_Products always in Stock | feedback_Quality Customer Care | feedback_Reasonable Price | feedback_Too many ads | feedback_User Friendly Website | gender_M | gender_Unknown | internet_option_Mobile_Data | internet_option_Wi-Fi | joined_through_referral_No | joined_through_referral_Yes | joining_day | joining_month | joining_year | last_visit_time_hour | last_visit_time_minutes | last_visit_time_seconds | medium_of_operation_Both | medium_of_operation_Desktop | medium_of_operation_Smartphone | membership_category_Gold Membership | membership_category_No Membership | membership_category_Platinum Membership | membership_category_Premium Membership | membership_category_Silver Membership | offer_application_preference_Yes | past_complaint_Yes | points_in_wallet | preferred_offer_types_Gift Vouchers/Coupons | preferred_offer_types_Without Offers | region_category_Town | region_category_Village | used_special_discount_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.001 | 0.004 | 0.003 | 0.019 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.007 | -0.004 | 0.008 | -0.009 | 0.009 | 0.002 | 0.010 | 0.011 | 0.008 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.004 | 0.009 | 0.000 | 0.000 | 0.000 |
| avg_time_spent | 0.001 | 1.000 | 0.026 | -0.103 | 0.014 | 0.010 | 0.025 | 0.015 | 0.014 | 0.000 | 0.004 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.222 | 0.224 | 0.003 | 0.000 | 0.017 | -0.007 | 0.008 | 0.006 | 0.203 | 0.054 | 0.068 | 0.012 | 0.012 | 0.022 | 0.000 | 0.000 | 0.071 | 0.005 | 0.015 | 0.000 | 0.000 | 0.000 | 0.011 | 0.073 |
| avg_transaction_value | 0.004 | 0.026 | 1.000 | -0.002 | 0.130 | 0.129 | 0.128 | 0.342 | 0.319 | 0.324 | 0.130 | 0.307 | 0.004 | 0.013 | 0.000 | 0.012 | 0.047 | 0.048 | 0.010 | 0.005 | 0.000 | -0.007 | 0.006 | 0.003 | 0.009 | 0.020 | 0.023 | 0.076 | 0.147 | 0.156 | 0.163 | 0.040 | 0.040 | 0.000 | 0.094 | 0.048 | 0.053 | 0.000 | 0.043 | 0.010 |
| days_since_last_login | 0.003 | -0.103 | -0.002 | 1.000 | 0.007 | 0.017 | 0.000 | 0.000 | 0.002 | 0.000 | 0.006 | 0.000 | 0.000 | 0.005 | 0.007 | 0.000 | 0.005 | 0.000 | -0.001 | -0.004 | 0.000 | -0.002 | 0.005 | -0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.010 | 0.000 | -0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 |
| feedback_Poor Customer Service | 0.019 | 0.014 | 0.130 | 0.007 | 1.000 | 0.205 | 0.202 | 0.091 | 0.090 | 0.092 | 0.206 | 0.085 | 0.000 | 0.000 | 0.005 | 0.000 | 0.008 | 0.015 | 0.011 | 0.000 | 0.000 | 0.015 | 0.013 | 0.000 | 0.015 | 0.000 | 0.000 | 0.011 | 0.053 | 0.040 | 0.052 | 0.003 | 0.000 | 0.000 | 0.052 | 0.021 | 0.034 | 0.003 | 0.003 | 0.012 |
| feedback_Poor Product Quality | 0.015 | 0.010 | 0.129 | 0.017 | 0.205 | 1.000 | 0.201 | 0.090 | 0.089 | 0.091 | 0.205 | 0.085 | 0.003 | 0.000 | 0.000 | 0.000 | 0.019 | 0.014 | 0.019 | 0.000 | 0.000 | 0.012 | 0.013 | 0.000 | 0.008 | 0.000 | 0.007 | 0.026 | 0.044 | 0.037 | 0.051 | 0.018 | 0.008 | 0.000 | 0.054 | 0.019 | 0.011 | 0.000 | 0.000 | 0.000 |
| feedback_Poor Website | 0.000 | 0.025 | 0.128 | 0.000 | 0.202 | 0.201 | 1.000 | 0.089 | 0.088 | 0.090 | 0.202 | 0.084 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.007 | 0.010 | 0.014 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.009 | 0.009 | 0.028 | 0.037 | 0.050 | 0.032 | 0.012 | 0.013 | 0.000 | 0.054 | 0.005 | 0.013 | 0.000 | 0.005 | 0.000 |
| feedback_Products always in Stock | 0.000 | 0.015 | 0.342 | 0.000 | 0.091 | 0.090 | 0.089 | 1.000 | 0.039 | 0.040 | 0.091 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.042 | 0.000 | 0.013 | 0.015 | 0.010 | 0.000 | 0.000 | 0.003 | 0.012 | 0.016 | 0.055 | 0.102 | 0.105 | 0.113 | 0.025 | 0.017 | 0.000 | 0.132 | 0.036 | 0.036 | 0.000 | 0.019 | 0.011 |
| feedback_Quality Customer Care | 0.000 | 0.014 | 0.319 | 0.002 | 0.090 | 0.089 | 0.088 | 0.039 | 1.000 | 0.039 | 0.089 | 0.036 | 0.000 | 0.000 | 0.002 | 0.000 | 0.038 | 0.035 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.011 | 0.009 | 0.015 | 0.052 | 0.101 | 0.092 | 0.120 | 0.020 | 0.028 | 0.000 | 0.143 | 0.030 | 0.043 | 0.009 | 0.023 | 0.000 |
| feedback_Reasonable Price | 0.000 | 0.000 | 0.324 | 0.000 | 0.092 | 0.091 | 0.090 | 0.040 | 0.039 | 1.000 | 0.091 | 0.037 | 0.000 | 0.000 | 0.013 | 0.007 | 0.015 | 0.012 | 0.013 | 0.012 | 0.000 | 0.022 | 0.002 | 0.000 | 0.000 | 0.007 | 0.012 | 0.064 | 0.103 | 0.117 | 0.104 | 0.037 | 0.021 | 0.000 | 0.145 | 0.031 | 0.040 | 0.008 | 0.028 | 0.000 |
| feedback_Too many ads | 0.013 | 0.004 | 0.130 | 0.006 | 0.206 | 0.205 | 0.202 | 0.091 | 0.089 | 0.091 | 1.000 | 0.085 | 0.012 | 0.008 | 0.000 | 0.007 | 0.010 | 0.005 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.013 | 0.024 | 0.032 | 0.038 | 0.039 | 0.000 | 0.019 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.010 | 0.011 |
| feedback_User Friendly Website | 0.000 | 0.015 | 0.307 | 0.000 | 0.085 | 0.085 | 0.084 | 0.037 | 0.036 | 0.037 | 0.085 | 1.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.031 | 0.030 | 0.014 | 0.012 | 0.007 | 0.004 | 0.000 | 0.000 | 0.011 | 0.007 | 0.017 | 0.038 | 0.096 | 0.116 | 0.099 | 0.018 | 0.037 | 0.000 | 0.130 | 0.033 | 0.028 | 0.000 | 0.011 | 0.010 |
| gender_M | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.007 | 1.000 | 0.041 | 0.007 | 0.019 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.024 | 0.007 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 |
| gender_Unknown | 0.000 | 0.000 | 0.013 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.041 | 1.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.002 | 0.003 | 0.007 | 0.005 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| internet_option_Mobile_Data | 0.000 | 0.000 | 0.000 | 0.007 | 0.005 | 0.000 | 0.000 | 0.000 | 0.002 | 0.013 | 0.000 | 0.000 | 0.007 | 0.000 | 1.000 | 0.494 | 0.000 | 0.000 | 0.000 | 0.002 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.013 | 0.005 | 0.017 | 0.000 | 0.012 | 0.000 | 0.000 | 0.014 | 0.004 | 0.021 | 0.000 | 0.000 | 0.000 |
| internet_option_Wi-Fi | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.007 | 0.007 | 0.000 | 0.019 | 0.000 | 0.494 | 1.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.014 | 0.013 | 0.006 | 0.000 | 0.009 | 0.009 | 0.000 | 0.000 | 0.006 |
| joined_through_referral_No | 0.000 | 0.222 | 0.047 | 0.005 | 0.008 | 0.019 | 0.000 | 0.045 | 0.038 | 0.015 | 0.010 | 0.031 | 0.004 | 0.000 | 0.000 | 0.000 | 1.000 | 0.738 | 0.000 | 0.002 | 0.013 | 0.000 | 0.000 | 0.019 | 0.051 | 0.008 | 0.016 | 0.003 | 0.016 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.007 | 0.000 | 0.020 |
| joined_through_referral_Yes | 0.000 | 0.224 | 0.048 | 0.000 | 0.015 | 0.014 | 0.007 | 0.042 | 0.035 | 0.012 | 0.005 | 0.030 | 0.000 | 0.007 | 0.000 | 0.000 | 0.738 | 1.000 | 0.000 | 0.022 | 0.011 | 0.000 | 0.000 | 0.000 | 0.057 | 0.011 | 0.018 | 0.000 | 0.015 | 0.017 | 0.023 | 0.010 | 0.012 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 |
| joining_day | -0.007 | 0.003 | 0.010 | -0.001 | 0.011 | 0.019 | 0.010 | 0.000 | 0.014 | 0.013 | 0.016 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.007 | 0.000 | 0.002 | -0.005 | -0.001 | 0.000 | 0.000 | 0.000 | 0.010 | 0.015 | 0.018 | 0.000 | 0.000 | 0.008 | 0.000 | 0.002 | 0.000 | 0.011 | 0.000 | 0.026 | 0.016 |
| joining_month | -0.004 | 0.000 | 0.005 | -0.004 | 0.000 | 0.000 | 0.014 | 0.013 | 0.000 | 0.012 | 0.000 | 0.012 | 0.000 | 0.000 | 0.002 | 0.013 | 0.002 | 0.022 | 0.007 | 1.000 | 0.019 | -0.003 | 0.005 | -0.006 | 0.009 | 0.008 | 0.000 | 0.000 | 0.008 | 0.020 | 0.000 | 0.000 | 0.009 | 0.000 | 0.004 | 0.011 | 0.000 | 0.005 | 0.000 | 0.000 |
| joining_year | 0.008 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.009 | 0.000 | 0.013 | 0.011 | 0.000 | 0.019 | 1.000 | 0.000 | 0.012 | 0.000 | 0.011 | 0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.009 |
| last_visit_time_hour | -0.009 | -0.007 | -0.007 | -0.002 | 0.015 | 0.012 | 0.000 | 0.010 | 0.000 | 0.022 | 0.000 | 0.004 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | -0.003 | 0.000 | 1.000 | -0.005 | 0.002 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 |
| last_visit_time_minutes | 0.009 | 0.008 | 0.006 | 0.005 | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.024 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | -0.005 | 0.005 | 0.012 | -0.005 | 1.000 | 0.006 | 0.008 | 0.012 | 0.007 | 0.000 | 0.000 | 0.010 | 0.000 | 0.023 | 0.010 | 0.000 | -0.004 | 0.000 | 0.016 | 0.011 | 0.010 | 0.010 |
| last_visit_time_seconds | 0.002 | 0.006 | 0.003 | -0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.006 | 0.019 | 0.000 | -0.001 | -0.006 | 0.000 | 0.002 | 0.006 | 1.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.008 | 0.000 | 0.024 | 0.000 | 0.000 | 0.002 | 0.018 | 0.000 | 0.000 | 0.009 | 0.000 |
| medium_of_operation_Both | 0.010 | 0.203 | 0.009 | 0.000 | 0.015 | 0.008 | 0.000 | 0.003 | 0.011 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.057 | 0.000 | 0.009 | 0.011 | 0.000 | 0.008 | 0.000 | 1.000 | 0.265 | 0.263 | 0.000 | 0.000 | 0.012 | 0.006 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.006 | 0.048 |
| medium_of_operation_Desktop | 0.011 | 0.054 | 0.020 | 0.000 | 0.000 | 0.000 | 0.009 | 0.012 | 0.009 | 0.007 | 0.015 | 0.007 | 0.000 | 0.002 | 0.000 | 0.000 | 0.008 | 0.011 | 0.000 | 0.008 | 0.012 | 0.000 | 0.012 | 0.000 | 0.265 | 1.000 | 0.595 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.012 | 0.007 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.012 |
| medium_of_operation_Smartphone | 0.008 | 0.068 | 0.023 | 0.000 | 0.000 | 0.007 | 0.009 | 0.016 | 0.015 | 0.012 | 0.013 | 0.017 | 0.005 | 0.003 | 0.004 | 0.000 | 0.016 | 0.018 | 0.000 | 0.000 | 0.006 | 0.000 | 0.007 | 0.000 | 0.263 | 0.595 | 1.000 | 0.000 | 0.000 | 0.014 | 0.008 | 0.000 | 0.025 | 0.006 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.013 |
| membership_category_Gold Membership | 0.000 | 0.012 | 0.076 | 0.000 | 0.011 | 0.026 | 0.028 | 0.055 | 0.052 | 0.064 | 0.024 | 0.038 | 0.000 | 0.007 | 0.013 | 0.000 | 0.003 | 0.000 | 0.010 | 0.000 | 0.000 | 0.015 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 1.000 | 0.246 | 0.178 | 0.176 | 0.210 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.007 | 0.007 |
| membership_category_No Membership | 0.013 | 0.012 | 0.147 | 0.000 | 0.053 | 0.044 | 0.037 | 0.102 | 0.101 | 0.103 | 0.032 | 0.096 | 0.000 | 0.005 | 0.005 | 0.000 | 0.016 | 0.015 | 0.015 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.246 | 1.000 | 0.189 | 0.187 | 0.223 | 0.000 | 0.000 | 0.152 | 0.008 | 0.017 | 0.000 | 0.004 | 0.010 |
| membership_category_Platinum Membership | 0.000 | 0.022 | 0.156 | 0.000 | 0.040 | 0.037 | 0.050 | 0.105 | 0.092 | 0.117 | 0.038 | 0.116 | 0.003 | 0.000 | 0.017 | 0.010 | 0.000 | 0.017 | 0.018 | 0.020 | 0.000 | 0.016 | 0.010 | 0.008 | 0.012 | 0.000 | 0.014 | 0.178 | 0.189 | 1.000 | 0.135 | 0.161 | 0.000 | 0.000 | 0.140 | 0.000 | 0.000 | 0.012 | 0.000 | 0.010 |
| membership_category_Premium Membership | 0.000 | 0.000 | 0.163 | 0.000 | 0.052 | 0.051 | 0.032 | 0.113 | 0.120 | 0.104 | 0.039 | 0.099 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.001 | 0.008 | 0.176 | 0.187 | 0.135 | 1.000 | 0.160 | 0.026 | 0.000 | 0.131 | 0.015 | 0.034 | 0.009 | 0.016 | 0.007 |
| membership_category_Silver Membership | 0.000 | 0.000 | 0.040 | 0.009 | 0.003 | 0.018 | 0.012 | 0.025 | 0.020 | 0.037 | 0.000 | 0.018 | 0.000 | 0.002 | 0.012 | 0.014 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.024 | 0.000 | 0.000 | 0.000 | 0.210 | 0.223 | 0.161 | 0.160 | 1.000 | 0.007 | 0.000 | 0.041 | 0.010 | 0.013 | 0.000 | 0.000 | 0.000 |
| offer_application_preference_Yes | 0.000 | 0.071 | 0.040 | 0.010 | 0.000 | 0.008 | 0.013 | 0.017 | 0.028 | 0.021 | 0.019 | 0.037 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.012 | 0.008 | 0.009 | 0.000 | 0.000 | 0.010 | 0.000 | 0.054 | 0.012 | 0.025 | 0.000 | 0.000 | 0.000 | 0.026 | 0.007 | 1.000 | 0.000 | 0.017 | 0.010 | 0.000 | 0.000 | 0.000 | 0.818 |
| past_complaint_Yes | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 |
| points_in_wallet | 0.022 | 0.015 | 0.094 | -0.020 | 0.052 | 0.054 | 0.054 | 0.132 | 0.143 | 0.145 | 0.060 | 0.130 | 0.016 | 0.000 | 0.014 | 0.000 | 0.025 | 0.023 | 0.002 | 0.004 | 0.000 | 0.009 | -0.004 | 0.002 | 0.000 | 0.000 | 0.000 | 0.079 | 0.152 | 0.140 | 0.131 | 0.041 | 0.017 | 0.000 | 1.000 | 0.025 | 0.027 | 0.000 | 0.000 | 0.011 |
| preferred_offer_types_Gift Vouchers/Coupons | 0.004 | 0.000 | 0.048 | 0.000 | 0.021 | 0.019 | 0.005 | 0.036 | 0.030 | 0.031 | 0.000 | 0.033 | 0.000 | 0.000 | 0.004 | 0.009 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.009 | 0.015 | 0.000 | 0.008 | 0.000 | 0.015 | 0.010 | 0.010 | 0.000 | 0.025 | 1.000 | 0.502 | 0.000 | 0.000 | 0.016 |
| preferred_offer_types_Without Offers | 0.009 | 0.000 | 0.053 | 0.000 | 0.034 | 0.011 | 0.013 | 0.036 | 0.043 | 0.040 | 0.000 | 0.028 | 0.000 | 0.000 | 0.021 | 0.009 | 0.000 | 0.000 | 0.011 | 0.000 | 0.003 | 0.007 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.034 | 0.013 | 0.000 | 0.000 | 0.027 | 0.502 | 1.000 | 0.000 | 0.000 | 0.000 |
| region_category_Town | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.009 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.011 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.407 | 0.000 |
| region_category_Village | 0.000 | 0.011 | 0.043 | 0.000 | 0.003 | 0.000 | 0.005 | 0.019 | 0.023 | 0.028 | 0.010 | 0.011 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.010 | 0.009 | 0.006 | 0.000 | 0.000 | 0.007 | 0.004 | 0.000 | 0.016 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.407 | 1.000 | 0.000 |
| used_special_discount_Yes | 0.000 | 0.073 | 0.010 | 0.003 | 0.012 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.011 | 0.010 | 0.000 | 0.000 | 0.000 | 0.006 | 0.020 | 0.019 | 0.016 | 0.000 | 0.009 | 0.000 | 0.010 | 0.000 | 0.048 | 0.012 | 0.013 | 0.007 | 0.010 | 0.010 | 0.007 | 0.000 | 0.818 | 0.000 | 0.011 | 0.016 | 0.000 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| age | days_since_last_login | avg_time_spent | avg_transaction_value | points_in_wallet | joining_day | joining_month | joining_year | last_visit_time_hour | last_visit_time_minutes | last_visit_time_seconds | gender_M | gender_Unknown | region_category_Town | region_category_Village | membership_category_Gold Membership | membership_category_No Membership | membership_category_Platinum Membership | membership_category_Premium Membership | membership_category_Silver Membership | joined_through_referral_No | joined_through_referral_Yes | preferred_offer_types_Gift Vouchers/Coupons | preferred_offer_types_Without Offers | medium_of_operation_Both | medium_of_operation_Desktop | medium_of_operation_Smartphone | internet_option_Mobile_Data | internet_option_Wi-Fi | used_special_discount_Yes | offer_application_preference_Yes | past_complaint_Yes | feedback_Poor Customer Service | feedback_Poor Product Quality | feedback_Poor Website | feedback_Products always in Stock | feedback_Quality Customer Care | feedback_Reasonable Price | feedback_Too many ads | feedback_User Friendly Website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 50 | 12 | 386.26 | 40721.44 | 733.830000 | 2 | 11 | 2015 | 7 | 19 | 30 | False | False | False | True | False | False | False | True | False | True | False | False | True | False | False | True | False | True | True | False | False | False | True | False | False | False | False | False | False |
| 1 | 41 | 11 | 37.80 | 9644.40 | 726.000000 | 1 | 3 | 2016 | 22 | 21 | 16 | True | False | False | True | True | False | False | False | False | True | False | False | True | False | True | False | False | False | True | False | False | False | False | True | False | False | False | False | False |
| 2 | 31 | 18 | 215.36 | 3693.25 | 713.780000 | 3 | 3 | 2017 | 16 | 40 | 39 | False | False | True | False | False | False | False | False | True | True | False | True | False | True | False | False | True | False | True | False | True | False | False | False | False | False | False | False | False |
| 3 | 64 | -999 | 44.57 | 36809.56 | 744.970000 | 18 | 8 | 2017 | 14 | 56 | 17 | True | False | True | False | False | False | False | False | True | False | True | False | False | False | False | False | False | False | True | False | True | False | False | False | False | False | False | True | False |
| 4 | 16 | 6 | 349.88 | 40675.86 | 299.048351 | 5 | 5 | 2015 | 2 | 57 | 53 | False | False | True | False | False | True | False | False | False | False | True | False | True | False | False | True | True | False | False | True | True | False | False | True | False | False | False | False | False |
| 5 | 17 | -999 | 31.02 | 9948.54 | 577.830000 | 4 | 12 | 2016 | 8 | 45 | 54 | True | False | True | False | False | False | False | False | False | False | True | False | True | False | False | False | True | False | True | False | True | False | True | False | False | False | False | False | False |
| 6 | 17 | 15 | 262.58 | 92825.88 | 685.968794 | 16 | 9 | 2015 | 10 | 40 | 33 | True | False | False | False | False | False | False | True | False | True | False | False | False | False | True | False | False | True | True | False | False | False | False | False | False | False | True | False | False |
| 7 | 17 | 3 | 258.94 | 5993.19 | 602.600000 | 23 | 9 | 2017 | 13 | 26 | 30 | True | False | True | False | False | False | False | False | False | False | True | False | True | False | True | False | False | False | True | False | True | False | False | False | False | False | False | True | False |
| 8 | 58 | 14 | 408.74 | 1549.87 | 727.610000 | 4 | 6 | 2015 | 13 | 44 | 11 | False | False | True | False | False | False | False | False | True | True | False | False | False | False | True | False | False | True | False | True | False | False | False | False | False | False | False | True | False |
| 9 | 22 | 4 | 30.25 | 19363.60 | 528.660000 | 14 | 10 | 2015 | 10 | 44 | 1 | True | False | True | False | False | True | False | False | False | False | True | False | False | False | True | False | False | False | True | False | False | False | False | True | False | False | False | False | False |
| age | days_since_last_login | avg_time_spent | avg_transaction_value | points_in_wallet | joining_day | joining_month | joining_year | last_visit_time_hour | last_visit_time_minutes | last_visit_time_seconds | gender_M | gender_Unknown | region_category_Town | region_category_Village | membership_category_Gold Membership | membership_category_No Membership | membership_category_Platinum Membership | membership_category_Premium Membership | membership_category_Silver Membership | joined_through_referral_No | joined_through_referral_Yes | preferred_offer_types_Gift Vouchers/Coupons | preferred_offer_types_Without Offers | medium_of_operation_Both | medium_of_operation_Desktop | medium_of_operation_Smartphone | internet_option_Mobile_Data | internet_option_Wi-Fi | used_special_discount_Yes | offer_application_preference_Yes | past_complaint_Yes | feedback_Poor Customer Service | feedback_Poor Product Quality | feedback_Poor Website | feedback_Products always in Stock | feedback_Quality Customer Care | feedback_Reasonable Price | feedback_Too many ads | feedback_User Friendly Website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19909 | 42 | 2 | 510.59 | 52128.14 | 827.300000 | 17 | 2 | 2016 | 6 | 34 | 33 | False | False | False | True | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False | True | False | False | False | False | False | True | False | False | False |
| 19910 | 52 | 24 | 31.07 | 30663.68 | 773.850000 | 2 | 10 | 2016 | 8 | 16 | 38 | False | False | True | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | True | False |
| 19911 | 26 | 17 | 33.04 | 45911.38 | 649.870000 | 11 | 7 | 2015 | 10 | 5 | 51 | False | False | True | False | False | True | False | False | False | True | False | True | False | False | True | False | False | False | True | False | True | False | False | True | False | False | False | False | False |
| 19912 | 59 | -999 | 43.36 | 25428.68 | 796.360000 | 14 | 11 | 2016 | 0 | 3 | 42 | True | False | False | False | False | False | False | False | True | True | False | True | False | False | True | False | False | True | False | True | True | False | False | True | False | False | False | False | False |
| 19913 | 58 | 11 | 113.63 | 10004.18 | 622.460000 | 5 | 7 | 2015 | 2 | 21 | 22 | True | False | False | True | True | False | False | False | False | True | False | False | False | False | True | False | False | True | False | True | False | False | False | True | False | False | False | False | False |
| 19914 | 12 | 16 | 103.57 | 46279.35 | 708.120000 | 25 | 1 | 2015 | 0 | 32 | 43 | True | False | True | False | True | False | False | False | False | True | False | False | True | False | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False |
| 19915 | 40 | 21 | 63.19 | 23466.26 | 574.340000 | 31 | 12 | 2017 | 7 | 54 | 37 | False | False | False | True | False | True | False | False | False | False | True | False | True | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False |
| 19916 | 55 | 18 | 68.72 | 17903.75 | 564.300000 | 9 | 9 | 2015 | 9 | 26 | 37 | True | False | True | False | False | True | False | False | False | True | False | False | False | False | True | False | True | False | False | True | True | False | False | False | False | False | False | False | False |
| 19917 | 17 | 3 | 119.54 | 14057.09 | 606.340000 | 17 | 4 | 2016 | 21 | 59 | 14 | False | False | False | False | False | False | False | False | True | False | True | False | False | False | False | True | False | False | False | True | False | False | False | True | False | False | False | False | False |
| 19918 | 20 | 8 | 505.26 | 36786.44 | 1193.689813 | 30 | 10 | 2017 | 10 | 50 | 15 | True | False | True | False | False | False | False | True | False | False | True | True | False | True | False | False | False | True | False | True | True | False | False | False | False | False | False | True | False |